Ling 3.1 Flash 1019
Ling 3.1 Flash 1019Ranking?
Alternatives?
CheaperMiMo v2.6 ProthinkingOpen+7%-91%$0.13Pass back reasoning_content+3
CheaperClaude Opus 5.5medium+4%-10%$1.34No forced tool use+5
CheaperStep 5 PreviewthinkingOpen+4%-31%$1.03web_search not available · Chat Completions+2
CheaperMuse Spark OpenxhighOpen+3%-43%$0.84Reasoning off leaves output unchanged · Self-hosted / llama.cpp+1
CheaperGPT-5.6 Solhighsame-46%$0.81MiMo v2.6 ProthinkingOpen+7%-91%$0.13Pass back reasoning_content+3Claude Opus 5.5medium+4%-10%$1.34No forced tool use+5Step 5 PreviewthinkingOpen+4%-31%$1.03web_search not available · Chat Completions+2Muse Spark OpenxhighOpen+3%-43%$0.84Reasoning off leaves output unchanged · Self-hosted / llama.cpp+1GPT-5.6 Solhighsame-46%$0.81MiMo v2.6 ProthinkingOpen+7%-91%$0.13Pass back reasoning_content+3Step 5 PreviewthinkingOpen+4%-31%$1.03web_search not available · Chat Completions+2Claude Opus 5.5medium+4%-10%$1.34No forced tool use+5
Gemini 4 Argonhigh+9%+9%*$1.62Synchronous output stops at 65,536+2
Kimi K3maxOpen+5%+34%$2.00Sampling parameters are fixed+3MiMo v2.6 ProthinkingOpen+7%-91%$0.13Pass back reasoning_content+3Kimi K3maxOpen+5%+34%$2.00Sampling parameters are fixed+3
GLM 5.3maxOpen+4%+35%$2.01Reasoning cannot be disabled+3Step 5 PreviewthinkingOpen+4%-31%$1.03web_search not available · Chat Completions+2Muse Spark OpenxhighOpen+3%-43%$0.84Reasoning off leaves output unchanged · Self-hosted / llama.cpp+1Ling 3.1 FlashOpen-5%-32%$1.01Ring 2.6 1TOpen-21%-81%$0.29Context: 1M → 128KLing 3.0 Flash VLthinkingOpen-22%—$0.06 / $0.18Context: 1M → 262KLing 3.0 Flash FinthinkingOpen-25%—$0.06 / $0.18Context: 1M → 262KLing 3.0 FlashthinkingOpen-26%-98%$0.028Context: 1M → 262KLing 3.0 TinyOpen-57%——Context: 1M → 262KLing 2.6 1TOpenn/a——Context: 1M → 262KLing 2.6 FlashOpenn/a——Context: 1M → 262KAll inclusionAI models →History
5 versionsBenchmarks
all categoriesFAQ
How much does Ling 3.1 Flash 1019 cost?›
$0.30 per 1M input tokens and $0.90 per 1M output tokens; cached input $0.06 per 1M. A typical benchmark task costs about $1.49 at default effort.
Is Ling 3.1 Flash 1019 free to use?›
There is no free API; the cheapest paid price is $0.30 per 1M input tokens.
How good is Ling 3.1 Flash 1019, and what is it best at?›
#30 of 336 in Chat & Knowledge, #22 of 134 in Coding, #8 of 135 in Agents & Tool Use, #48 of 135 in Vision & Documents. Strongest at: Coding, Agents & work tasks, Reasoning, Long context, Knowledge.
Is Ling 3.1 Flash 1019 better than Muse Spark 1.2?›
On SciCode, Ling 3.1 Flash 1019 scores 56.8 vs 57.4 — about the same. It is 15% more expensive per task.
How can I use Ling 3.1 Flash 1019?›
Through the inclusionAI API.
What is the context window of Ling 3.1 Flash 1019?›
1M tokens.
When was Ling 3.1 Flash 1019 released? Is there a newer version?›
Released 2026-10-22. It is the current version in its line.
Is Ling 3.1 Flash 1019 open source?›
No, Ling 3.1 Flash 1019 is a closed model available through an API. The closest open-weights option here is MiMo v2.6 Pro.
Can Ling 3.1 Flash 1019 read images?›
No, it accepts text only.
What is Ling 3.1 Flash 1019?›
Ling 3.1 Flash 1019 is a closed language model from inclusionAI, released Oct 2026.
What are the best alternatives to Ling 3.1 Flash 1019?›
MiMo v2.6 Pro (cheaper).